credal_ensembling

probly.method.credal_ensembling(base: Predictor[In, Out], num_members: int, reset_params: bool = True) CredalEnsemblingPredictor[In, Out][source]

Create a credal ensembling predictor from a base predictor based on [NZD25].

Parameters:
  • base – The base classifier to replicate into an ensemble.

  • num_members – Number of ensemble members; each produces one vertex of the output credal set.

  • reset_params – Whether to reset the parameters of each member. Default is True.

Returns:

The credal ensembling predictor outputting a convex credal set.

Examples using probly.method.credal_ensembling

Credal Ensembling Visualization

Credal Ensembling Visualization

Credal Ensembling on MNIST

Credal Ensembling on MNIST